The aforementioned verification results not only confirm the accuracy of our results, but also verify that JUNB, DUSP1, FOSB, and NR4A1 play the role of tumor suppressor genes in the progression of NAFLD to HCC. This evidence concerns the gene NR4A1 and metabolic dysfunction-associated steatotic liver disease.